Established work
Process monitoring
Public work around monitoring signals, anomaly review, and inspection-aware evidence boundaries.
Proof
Public Work and Technical Proof
A public map of the work that can be referenced safely: professional context, established LMD/DED work, public frameworks, tools, research maps, GitHub artifacts, and profile links.
Public category
Industrial AI & Decision Systems
Primary promise
AI for Laser Metal Deposition decisions you can verify.
Established proof
AI for LMD/DED at Exafuse
Boundary
Public-safe technical material only
Established work
Current professional context and LMD/DED proof
The public proof layer is specific: AI for Laser Metal Deposition and Directed Energy Deposition at Exafuse.
Established work
Machine vision
Vision and signal interpretation for LMD/DED process understanding.
Established work
Robotic workflows
Public profile context around robotic DED/LMD systems and toolpath workflows.
Established work
Industrial repair
Repairability screening, RFQ structure, cladding, machining allowance, and inspection planning.
Established work
RFQ intelligence
Schemas, prompts, decision rules, and missing-information checks for LMD requests.
Public proof items
Company-owned cases used as industrial context
These items link to Exafuse for canonical case or service context. Manish Sharma Lab uses them only to explain monitoring, repairability, evidence, RFQ, and decision-system relevance.
CS15
Duisburg Bridge Components
Public Exafuse proof context
Migration-gated link
750 kg+ components6 structural nodes219 h single-node buildapprox. 38 km robot path1M+ melt-pool imagesKIT validation context
Large structural LMD is a CAD-to-production system problem: manufacturability review, path planning, parameter development, monitoring, independent validation, and final inspection.
This is the strongest public anchor for AI-assisted process understanding without replacing inspection evidence.
Decision pattern extracted
Large-scale LMD requires evidence planning, monitoring context, and an inspection boundary.
This is a pattern, not a transfer of feasibility.
monitoring relevancedecision-system relevanceevidence-ladder relevance
CS01
Forging Hammer Repair
Public Exafuse proof context
Migration-gated link
local wear repair
A credible hammer repair is not one hardness number. It requires surface preparation, crack context, layer strategy, finishing, bond quality, and release evidence.
This maps directly to the LMD Repairability Index and the Quality Evidence Ladder.
Decision pattern extracted
Local repair needs material, damage depth, machining route, and inspection plan.
This is a pattern, not a transfer of feasibility.
repairability relevanceevidence-ladder relevance
CS10
Nobufil Extrusion Screw Repair
Public Exafuse proof context
Migration-gated link
local crack context
Repair value often comes from a local failure with a large downtime risk. The damaged material must be removed before rebuilding, not hidden below new deposition.
This is a clean RFQ-intelligence example: damage boundary, lead time, machining route, and inspection context decide the recommendation.
Decision pattern extracted
Repair/RFQ quality depends on complete facts, downtime context, and service context.
This is a pattern, not a transfer of feasibility.
decision-system relevancerepairability relevance
CS13
130 mm Build-and-Coat Drill
Public Exafuse proof context
Migration-gated link
130 mm build-and-coat drill
LMD can combine geometry creation and functional surface strategy when material compatibility, coating duty, finishing, and validation are planned together.
This supports build-and-coat logic: geometry and surface function should be evaluated as one workflow.
Decision pattern extracted
Build-and-coat routes need geometry, surface function, material, finishing, and validation.
This is a pattern, not a transfer of feasibility.
decision-system relevanceevidence-ladder relevance
Public framework
Public frameworks
LMD Quality Evidence LadderSeparate process awareness, AI flags, inspection evidence, and field performance so each claim uses the right proof.OpenLMD Repairability IndexScore material, damage, access, machining, inspection, economics, and criticality before calling a repair promising.OpenLMD-AI Readiness ScoreCheck whether an LMD workflow has the data foundations needed for useful AI-assisted monitoring.OpenLMD RFQ ToolkitProvide schemas, prompts, decision rules, and checklists for safer RFQ preparation.OpenLMD Failure AtlasMap failure modes, process signals, AI visibility, and validation evidence in one vocabulary.OpenLMD-AI Maturity ModelDefine maturity stages for LMD data capture, analytics, decision support, and closed-loop development.Open
Working tool
Public tools
Public evidence
Research and evidence maps
Public artifact
GitHub and technical artifacts
Public Exafuse context
Public industrial context
Exafuse homepageVerified production Exafuse route.OpenExafuse servicesVerified production Exafuse route.OpenExafuse metal additive manufacturingVerified production Exafuse route.OpenExafuse repair and modificationVerified production Exafuse route.OpenExafuse laser claddingVerified production Exafuse route.OpenExafuse technologyVerified production Exafuse route.OpenExafuse qualityVerified production Exafuse route.OpenExafuse materialsVerified production Exafuse route.OpenExafuse case studiesVerified production Exafuse route.OpenContact ExafuseCurrent target is a safe Exafuse production route while the exact deep link is verified.OpenRequest Exafuse reviewCurrent target is a safe Exafuse production route while the exact deep link is verified.OpenRequest Exafuse reviewCurrent target is a safe Exafuse production route while the exact deep link is verified.OpenContact ExafuseCurrent target is a safe Exafuse production route while the exact deep link is verified.OpenExafuse contactCommercial RFQ and company contact route.OpenContact ExafuseCurrent target is a safe Exafuse production route while the exact deep link is verified.OpenContact ExafuseCurrent target is a safe Exafuse production route while the exact deep link is verified.OpenContact ExafuseCurrent target is a safe Exafuse production route while the exact deep link is verified.OpenContact ExafuseCurrent target is a safe Exafuse production route while the exact deep link is verified.OpenContact ExafuseCurrent target is a safe Exafuse production route while the exact deep link is verified.OpenContact ExafuseCurrent target is a safe Exafuse production route while the exact deep link is verified.OpenContact ExafuseCurrent target is a safe Exafuse production route while the exact deep link is verified.OpenContact ExafuseCurrent target is a safe Exafuse production route while the exact deep link is verified.OpenContact ExafuseCurrent target is a safe Exafuse production route while the exact deep link is verified.Open
Public profile links
Verified public profiles
Identity path
Continue through the public identity layer
Industrial AI for Decisions You Can VerifyThe operating thesis behind the public lab.Open →Manish Sharma - Industrial AI & Decision SystemsThe canonical public identity page.Open →LMD / DED Domain HubThe established public proof domain.Open →Full Site MapEvery page and public machine-readable asset in one linked map.Open →